| Main Effects | 2nd Order Effects | Interaction Effects | Both Effects | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OLS | Heckit | Copula | OLS | Heckit | Copula | OLS | Heckit | Copula | OLS | Heckit | Copula | |
| + p < 0.1, * p < 0.05, ** p < 0.01, *** p < 0.001 | ||||||||||||
| (Intercept) | 0.392*** | 0.432*** | 0.259*** | 0.427*** | 0.411*** | 0.257*** | 0.391*** | 0.431*** | 0.259*** | 0.427*** | 0.410*** | 0.257*** |
| (0.005) | (0.006) | (0.002) | (0.006) | (0.006) | (0.003) | (0.005) | (0.006) | (0.002) | (0.006) | (0.006) | (0.003) | |
| dependence | 0.906*** | 0.159*** | −0.003 | 0.342*** | −0.003 | 0.007 | 0.910*** | 0.160*** | −0.003 | 0.338*** | −0.004 | 0.007 |
| (0.006) | (0.006) | (0.002) | (0.021) | (0.022) | (0.009) | (0.005) | (0.006) | (0.002) | (0.020) | (0.022) | (0.009) | |
| dependence^2 | 0.701*** | 0.202*** | −0.013 | 0.711*** | 0.205*** | −0.013 | ||||||
| (0.025) | (0.026) | (0.011) | (0.024) | (0.026) | (0.011) | |||||||
| selectivity | −0.161*** | −0.143*** | −0.045*** | −0.161*** | −0.143*** | −0.045*** | −0.013*** | −0.096*** | −0.052*** | −0.013*** | −0.096*** | −0.052*** |
| (0.002) | (0.002) | (0.001) | (0.002) | (0.002) | (0.001) | (0.003) | (0.004) | (0.001) | (0.003) | (0.004) | (0.001) | |
| selectivity^2 | 0.020*** | 0.052*** | 0.002 | 0.021*** | 0.053*** | 0.002 | ||||||
| (0.004) | (0.004) | (0.002) | (0.003) | (0.004) | (0.002) | |||||||
| dependence*selectivity | −0.397*** | −0.124*** | 0.018*** | −0.399*** | −0.125*** | 0.018*** | ||||||
| (0.007) | (0.007) | (0.003) | (0.007) | (0.007) | (0.003) | |||||||
| X1 ~ normal | - | - | - | - | - | - | - | - | - | - | - | - |
| X1 ~ uniform | −0.031*** | −0.023*** | −0.007*** | −0.031*** | −0.023*** | −0.007*** | −0.031*** | −0.023*** | −0.007*** | −0.031*** | −0.023*** | −0.007*** |
| (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | |
| X1 ~ poisson | 0.101*** | 0.157*** | 0.039*** | 0.102*** | 0.157*** | 0.039*** | 0.104*** | 0.157*** | 0.039*** | 0.104*** | 0.158*** | 0.039*** |
| (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | |
| X1 ~ normal mixture | −0.010* | 0.051*** | 0.012*** | −0.010* | 0.051*** | 0.012*** | −0.010* | 0.051*** | 0.012*** | −0.010* | 0.051*** | 0.012*** |
| (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | |
| selection ~ logit | - | - | - | - | - | - | - | - | - | - | - | - |
| selection ~ probit | −0.068*** | −0.059*** | −0.018*** | −0.068*** | −0.059*** | −0.018*** | −0.068*** | −0.059*** | −0.018*** | −0.068*** | −0.059*** | −0.018*** |
| (0.003) | (0.004) | (0.001) | (0.003) | (0.004) | (0.001) | (0.003) | (0.004) | (0.001) | (0.003) | (0.004) | (0.001) | |
| outcome ~ logit | - | - | - | - | - | - | - | - | - | - | - | - |
| outcome ~ normal | −0.423*** | −0.370*** | −0.146*** | −0.423*** | −0.370*** | −0.146*** | −0.424*** | −0.370*** | −0.146*** | −0.424*** | −0.370*** | −0.146*** |
| (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | |
| outcome ~ poisson | −0.616*** | −0.456*** | −0.222*** | −0.617*** | −0.456*** | −0.222*** | −0.617*** | −0.456*** | −0.222*** | −0.618*** | −0.456*** | −0.222*** |
| (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | |
| outcome ~ probit | −0.222*** | −0.118*** | −0.046*** | −0.222*** | −0.118*** | −0.046*** | −0.221*** | −0.118*** | −0.046*** | −0.221*** | −0.118*** | −0.046*** |
| (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | (0.005) | (0.005) | (0.002) | |
| Num.Obs. | 38198 | 38202 | 38302 | 38198 | 38202 | 38302 | 38198 | 38202 | 38302 | 38198 | 38202 | 38302 |
| R2 | 0.568 | 0.304 | 0.316 | 0.577 | 0.308 | 0.316 | 0.605 | 0.309 | 0.316 | 0.614 | 0.314 | 0.316 |
| R2 Adj. | 0.568 | 0.304 | 0.315 | 0.577 | 0.308 | 0.316 | 0.605 | 0.309 | 0.316 | 0.614 | 0.313 | 0.316 |
| AIC | 24675.5 | 29142.0 | −41221.9 | 23858.5 | 28902.9 | −41220.8 | 21249.5 | 28857.4 | −41259.5 | 20326.0 | 28612.2 | −41258.4 |
| BIC | 24769.6 | 29236.0 | −41127.8 | 23969.7 | 29014.0 | −41109.6 | 21352.2 | 28960.0 | −41156.8 | 20445.7 | 28732.0 | −41138.7 |
| Log.Lik. | −12326.756 | −14559.978 | 20621.926 | −11916.268 | −14438.443 | 20623.395 | −10612.775 | −14416.704 | 20641.745 | −10148.980 | −14292.123 | 20643.215 |
| RMSE | 0.33 | 0.35 | 0.14 | 0.33 | 0.35 | 0.14 | 0.32 | 0.35 | 0.14 | 0.32 | 0.35 | 0.14 |
| Main Effects | 2nd Order Effects | Interaction Effects | Both Effects | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OLS | Heckit | Copula | OLS | Heckit | Copula | OLS | Heckit | Copula | OLS | Heckit | Copula | |
| + p < 0.1, * p < 0.05, ** p < 0.01, *** p < 0.001 | ||||||||||||
| (Intercept) | 0.182*** | 0.267*** | 0.168*** | 0.181*** | 0.274*** | 0.165*** | 0.181*** | 0.267*** | 0.168*** | 0.180*** | 0.273*** | 0.165*** |
| (0.002) | (0.004) | (0.002) | (0.003) | (0.005) | (0.002) | (0.002) | (0.004) | (0.002) | (0.003) | (0.005) | (0.002) | |
| dependence | 0.139*** | 0.210*** | 0.001 | 0.043*** | −0.074*** | 0.004 | 0.139*** | 0.211*** | 0.001 | 0.042*** | −0.075*** | 0.004 |
| (0.002) | (0.005) | (0.002) | (0.009) | (0.017) | (0.006) | (0.002) | (0.005) | (0.002) | (0.009) | (0.017) | (0.006) | |
| dependence^2 | 0.119*** | 0.352*** | −0.004 | 0.120*** | 0.355*** | −0.004 | ||||||
| (0.011) | (0.020) | (0.007) | (0.011) | (0.020) | (0.007) | |||||||
| selectivity | −0.046*** | −0.080*** | −0.021*** | −0.046*** | −0.080*** | −0.021*** | −0.027*** | −0.031*** | −0.019*** | −0.027*** | −0.031*** | −0.019*** |
| (0.001) | (0.002) | (0.001) | (0.001) | (0.002) | (0.001) | (0.001) | (0.003) | (0.001) | (0.001) | (0.003) | (0.001) | |
| selectivity^2 | 0.014*** | 0.027*** | 0.004*** | 0.014*** | 0.027*** | 0.004*** | ||||||
| (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | |||||||
| dependence*selectivity | −0.052*** | −0.131*** | −0.006** | −0.053*** | −0.132*** | −0.006** | ||||||
| (0.003) | (0.006) | (0.002) | (0.003) | (0.006) | (0.002) | |||||||
| X1 ~ normal | - | - | - | - | - | - | - | - | - | - | - | - |
| X1 ~ uniform | 0.037*** | 0.027*** | 0.035*** | 0.037*** | 0.027*** | 0.035*** | 0.037*** | 0.027*** | 0.035*** | 0.037*** | 0.027*** | 0.035*** |
| (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | |
| X1 ~ poisson | 0.024*** | 0.052*** | 0.011*** | 0.024*** | 0.052*** | 0.011*** | 0.024*** | 0.053*** | 0.011*** | 0.024*** | 0.053*** | 0.011*** |
| (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | |
| X1 ~ normal mixture | −0.031*** | −0.018*** | −0.020*** | −0.031*** | −0.018*** | −0.020*** | −0.031*** | −0.018*** | −0.020*** | −0.031*** | −0.018*** | −0.020*** |
| (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | |
| selection ~ logit | - | - | - | - | - | - | - | - | - | - | - | - |
| selection ~ probit | 0.012*** | −0.012*** | 0.004*** | 0.012*** | −0.012*** | 0.004*** | 0.012*** | −0.012*** | 0.004*** | 0.012*** | −0.012*** | 0.004*** |
| (0.001) | (0.003) | (0.001) | (0.001) | (0.003) | (0.001) | (0.001) | (0.003) | (0.001) | (0.001) | (0.003) | (0.001) | |
| outcome ~ logit | - | - | - | - | - | - | - | - | - | - | - | - |
| outcome ~ normal | −0.133*** | −0.285*** | −0.112*** | −0.133*** | −0.285*** | −0.112*** | −0.133*** | −0.285*** | −0.112*** | −0.133*** | −0.285*** | −0.112*** |
| (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | |
| outcome ~ poisson | −0.205*** | −0.328*** | −0.156*** | −0.205*** | −0.328*** | −0.156*** | −0.205*** | −0.328*** | −0.156*** | −0.205*** | −0.328*** | −0.156*** |
| (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | |
| outcome ~ probit | −0.042*** | −0.036*** | −0.023*** | −0.042*** | −0.036*** | −0.023*** | −0.042*** | −0.035*** | −0.023*** | −0.042*** | −0.035*** | −0.023*** |
| (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | (0.002) | (0.004) | (0.001) | |
| Num.Obs. | 38220 | 38199 | 38303 | 38220 | 38199 | 38303 | 38220 | 38199 | 38303 | 38220 | 38199 | 38303 |
| R2 | 0.326 | 0.284 | 0.340 | 0.329 | 0.291 | 0.340 | 0.331 | 0.294 | 0.340 | 0.335 | 0.302 | 0.340 |
| R2 Adj. | 0.326 | 0.284 | 0.339 | 0.329 | 0.291 | 0.340 | 0.331 | 0.294 | 0.340 | 0.334 | 0.301 | 0.340 |
| AIC | −39102.2 | 9563.1 | −70842.4 | −39298.3 | 9190.4 | −70855.9 | −39403.6 | 9029.9 | −70848.2 | −39604.4 | 8644.3 | −70861.7 |
| BIC | −39008.1 | 9657.2 | −70748.3 | −39187.1 | 9301.6 | −70744.7 | −39301.0 | 9132.5 | −70745.6 | −39484.7 | 8764.0 | −70742.0 |
| Log.Lik. | 19562.075 | −4770.557 | 35432.211 | 19662.140 | −4582.208 | 35440.959 | 19713.803 | −4502.946 | 35436.103 | 19816.221 | −4308.161 | 35444.857 |
| RMSE | 0.15 | 0.27 | 0.10 | 0.14 | 0.27 | 0.10 | 0.14 | 0.27 | 0.10 | 0.14 | 0.27 | 0.10 |
| Main Effects | 2nd Order Effects | Interaction Effects | Both Effects | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OLS | Heckit | Copula | OLS | Heckit | Copula | OLS | Heckit | Copula | OLS | Heckit | Copula | |
| + p < 0.1, * p < 0.05, ** p < 0.01, *** p < 0.001 | ||||||||||||
| (Intercept) | 0.217*** | 0.228*** | 0.160*** | 0.223*** | 0.243*** | 0.157*** | 0.217*** | 0.228*** | 0.160*** | 0.223*** | 0.243*** | 0.157*** |
| (0.003) | (0.004) | (0.001) | (0.003) | (0.004) | (0.002) | (0.003) | (0.004) | (0.001) | (0.003) | (0.004) | (0.002) | |
| dependence | 0.124*** | 0.217*** | 0.007*** | −0.029** | −0.088*** | 0.010+ | 0.125*** | 0.218*** | 0.007*** | −0.029** | −0.089*** | 0.010+ |
| (0.003) | (0.004) | (0.001) | (0.010) | (0.014) | (0.005) | (0.003) | (0.004) | (0.001) | (0.010) | (0.014) | (0.005) | |
| dependence^2 | 0.190*** | 0.380*** | −0.004 | 0.191*** | 0.382*** | −0.004 | ||||||
| (0.012) | (0.017) | (0.006) | (0.012) | (0.017) | (0.006) | |||||||
| selectivity | −0.045*** | −0.064*** | −0.019*** | −0.045*** | −0.064*** | −0.019*** | −0.025*** | −0.021*** | −0.019*** | −0.025*** | −0.021*** | −0.019*** |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.002) | (0.002) | (0.001) | (0.002) | (0.002) | (0.001) | |
| selectivity^2 | 0.011*** | 0.017*** | 0.004*** | 0.011*** | 0.018*** | 0.004*** | ||||||
| (0.002) | (0.002) | (0.001) | (0.002) | (0.002) | (0.001) | |||||||
| dependence*selectivity | −0.054*** | −0.116*** | −0.001 | −0.055*** | −0.117*** | −0.001 | ||||||
| (0.003) | (0.005) | (0.002) | (0.003) | (0.005) | (0.002) | |||||||
| X1 ~ normal | - | - | - | - | - | - | - | - | - | - | - | - |
| X1 ~ uniform | −0.012*** | −0.013*** | −0.002* | −0.012*** | −0.013*** | −0.002* | −0.012*** | −0.013*** | −0.002* | −0.012*** | −0.013*** | −0.002* |
| (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | |
| X1 ~ poisson | 0.023*** | 0.034*** | 0.010*** | 0.023*** | 0.034*** | 0.010*** | 0.023*** | 0.034*** | 0.010*** | 0.024*** | 0.034*** | 0.010*** |
| (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | |
| X1 ~ normal mixture | −0.003 | 0.001 | 0.008*** | −0.003 | 0.001 | 0.008*** | −0.003 | 0.001 | 0.008*** | −0.003 | 0.001 | 0.008*** |
| (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | |
| selection ~ logit | - | - | - | - | - | - | - | - | - | - | - | - |
| selection ~ probit | −0.009*** | −0.010*** | 0.003** | −0.009*** | −0.010*** | 0.003** | −0.009*** | −0.009*** | 0.003** | −0.009*** | −0.009*** | 0.003** |
| (0.002) | (0.002) | (0.001) | (0.002) | (0.002) | (0.001) | (0.002) | (0.002) | (0.001) | (0.002) | (0.002) | (0.001) | |
| outcome ~ logit | - | - | - | - | - | - | - | - | - | - | - | - |
| outcome ~ normal | −0.208*** | −0.257*** | −0.115*** | −0.208*** | −0.257*** | −0.115*** | −0.208*** | −0.257*** | −0.115*** | −0.208*** | −0.257*** | −0.115*** |
| (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | |
| outcome ~ poisson | −0.238*** | −0.287*** | −0.152*** | −0.238*** | −0.288*** | −0.152*** | −0.238*** | −0.288*** | −0.152*** | −0.238*** | −0.288*** | −0.152*** |
| (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | |
| outcome ~ probit | −0.035*** | −0.027*** | −0.024*** | −0.035*** | −0.027*** | −0.024*** | −0.035*** | −0.027*** | −0.024*** | −0.035*** | −0.027*** | −0.024*** |
| (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | (0.002) | (0.003) | (0.001) | |
| Num.Obs. | 38212 | 38201 | 38242 | 38212 | 38201 | 38242 | 38212 | 38201 | 38242 | 38212 | 38201 | 38242 |
| R2 | 0.344 | 0.317 | 0.364 | 0.349 | 0.327 | 0.364 | 0.349 | 0.328 | 0.364 | 0.354 | 0.338 | 0.364 |
| R2 Adj. | 0.344 | 0.317 | 0.364 | 0.349 | 0.327 | 0.364 | 0.349 | 0.328 | 0.364 | 0.354 | 0.337 | 0.364 |
| AIC | −30964.8 | −4668.4 | −79374.9 | −31245.9 | −5213.3 | −79387.9 | −31227.3 | −5271.8 | −79373.2 | −31513.9 | −5834.6 | −79386.3 |
| BIC | −30870.8 | −4574.3 | −79280.9 | −31134.7 | −5102.1 | −79276.8 | −31124.7 | −5169.2 | −79270.6 | −31394.2 | −5714.9 | −79266.5 |
| Log.Lik. | 15493.423 | 2345.177 | 39698.473 | 15635.955 | 2619.649 | 39706.974 | 15625.654 | 2647.885 | 39698.624 | 15770.956 | 2931.290 | 39707.130 |
| RMSE | 0.16 | 0.23 | 0.09 | 0.16 | 0.23 | 0.09 | 0.16 | 0.23 | 0.09 | 0.16 | 0.22 | 0.09 |
| Main Effects | 2nd Order Effects | Interaction Effects | Both Effects | |||||
|---|---|---|---|---|---|---|---|---|
| Heckit | Copula | Heckit | Copula | Heckit | Copula | Heckit | Copula | |
| + p < 0.1, * p < 0.05, ** p < 0.01, *** p < 0.001 | ||||||||
| (Intercept) | 0.300*** | 0.090*** | 0.201*** | 0.080*** | 0.300*** | 0.090*** | 0.201*** | 0.080*** |
| (0.002) | (0.001) | (0.003) | (0.001) | (0.002) | (0.001) | (0.003) | (0.001) | |
| dependence | −0.001 | −0.001 | 0.011 | 0.012** | −0.001 | −0.001 | 0.011 | 0.012** |
| (0.003) | (0.001) | (0.009) | (0.004) | (0.003) | (0.001) | (0.009) | (0.004) | |
| dependence^2 | −0.015 | −0.016** | −0.015 | −0.016** | ||||
| (0.011) | (0.005) | (0.011) | (0.005) | |||||
| selectivity | −0.051*** | −0.004*** | −0.051*** | −0.004*** | −0.052*** | −0.004*** | −0.052*** | −0.004*** |
| (0.001) | (0.000) | (0.001) | (0.000) | (0.002) | (0.001) | (0.001) | (0.001) | |
| selectivity^2 | 0.147*** | 0.014*** | 0.147*** | 0.014*** | ||||
| (0.002) | (0.001) | (0.002) | (0.001) | |||||
| dependence*selectivity | 0.002 | 0.001 | 0.002 | 0.001 | ||||
| (0.003) | (0.001) | (0.003) | (0.001) | |||||
| X1 ~ normal | - | - | - | - | - | - | - | - |
| X1 ~ uniform | −0.005* | −0.005*** | −0.005* | −0.005*** | −0.005* | −0.005*** | −0.005* | −0.005*** |
| (0.002) | (0.001) | (0.002) | (0.001) | (0.002) | (0.001) | (0.002) | (0.001) | |
| X1 ~ poisson | 0.081*** | 0.030*** | 0.082*** | 0.030*** | 0.081*** | 0.030*** | 0.082*** | 0.030*** |
| (0.002) | (0.001) | (0.002) | (0.001) | (0.002) | (0.001) | (0.002) | (0.001) | |
| X1 ~ normal mixture | 0.011*** | 0.008*** | 0.011*** | 0.008*** | 0.011*** | 0.008*** | 0.011*** | 0.008*** |
| (0.002) | (0.001) | (0.002) | (0.001) | (0.002) | (0.001) | (0.002) | (0.001) | |
| selection ~ logit | - | - | - | - | - | - | - | - |
| selection ~ probit | −0.242*** | −0.022*** | −0.242*** | −0.022*** | −0.242*** | −0.022*** | −0.242*** | −0.022*** |
| (0.002) | (0.001) | (0.001) | (0.001) | (0.002) | (0.001) | (0.001) | (0.001) | |
| outcome ~ logit | - | - | - | - | - | - | - | - |
| outcome ~ normal | 0.000 | −0.001 | 0.000 | −0.001 | 0.000 | −0.001 | 0.000 | −0.001 |
| (0.002) | (0.001) | (0.002) | (0.001) | (0.002) | (0.001) | (0.002) | (0.001) | |
| outcome ~ poisson | 0.000 | −0.001 | 0.000 | −0.001 | 0.000 | −0.001 | 0.000 | −0.001 |
| (0.002) | (0.001) | (0.002) | (0.001) | (0.002) | (0.001) | (0.002) | (0.001) | |
| outcome ~ probit | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| (0.002) | (0.001) | (0.002) | (0.001) | (0.002) | (0.001) | (0.002) | (0.001) | |
| Num.Obs. | 38284 | 38286 | 38284 | 38286 | 38284 | 38286 | 38284 | 38286 |
| R2 | 0.415 | 0.065 | 0.530 | 0.075 | 0.415 | 0.065 | 0.530 | 0.075 |
| R2 Adj. | 0.415 | 0.065 | 0.530 | 0.074 | 0.415 | 0.065 | 0.530 | 0.074 |
| AIC | −33258.7 | −98415.8 | −41610.4 | −98797.1 | −33257.3 | −98414.0 | −41609.1 | −98795.3 |
| BIC | −33164.6 | −98321.7 | −41499.2 | −98685.9 | −33154.7 | −98311.4 | −41489.4 | −98675.6 |
| Log.Lik. | 16640.347 | 49218.902 | 20818.215 | 49411.552 | 16640.643 | 49219.004 | 20818.561 | 49411.656 |
| RMSE | 0.16 | 0.07 | 0.14 | 0.07 | 0.16 | 0.07 | 0.14 | 0.07 |
| Main Effects | 2nd Order Effects | Interaction Effects | Both Effects | |||||
|---|---|---|---|---|---|---|---|---|
| Heckit | Copula | Heckit | Copula | Heckit | Copula | Heckit | Copula | |
| + p < 0.1, * p < 0.05, ** p < 0.01, *** p < 0.001 | ||||||||
| (Intercept) | 0.403*** | 0.095*** | 0.397*** | 0.092*** | 0.403*** | 0.095*** | 0.397*** | 0.092*** |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| dependence | 0.005*** | 0.002+ | 0.009* | 0.008* | 0.005*** | 0.002+ | 0.009* | 0.008* |
| (0.001) | (0.001) | (0.004) | (0.004) | (0.001) | (0.001) | (0.004) | (0.004) | |
| dependence^2 | −0.005 | −0.008 | −0.005 | −0.008 | ||||
| (0.005) | (0.005) | (0.005) | (0.005) | |||||
| selectivity | 0.003*** | 0.000 | 0.003*** | 0.000 | 0.002* | −0.002*** | 0.002* | −0.002*** |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.001) | (0.001) | (0.001) | (0.001) | |
| selectivity^2 | 0.010*** | 0.004*** | 0.010*** | 0.004*** | ||||
| (0.001) | (0.001) | (0.001) | (0.001) | |||||
| dependence*selectivity | 0.003* | 0.007*** | 0.003* | 0.007*** | ||||
| (0.001) | (0.001) | (0.001) | (0.001) | |||||
| X1 ~ normal | - | - | - | - | - | - | - | - |
| X1 ~ uniform | 0.008*** | 0.026*** | 0.008*** | 0.026*** | 0.008*** | 0.026*** | 0.008*** | 0.026*** |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| X1 ~ poisson | −0.002 | −0.002+ | −0.002 | −0.002+ | −0.002 | −0.002+ | −0.002 | −0.002+ |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| X1 ~ normal mixture | 0.003** | −0.012*** | 0.003** | −0.012*** | 0.003** | −0.012*** | 0.003** | −0.012*** |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| selection ~ logit | - | - | - | - | - | - | - | - |
| selection ~ probit | −0.325*** | −0.020*** | −0.325*** | −0.020*** | −0.325*** | −0.020*** | −0.325*** | −0.020*** |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| outcome ~ logit | - | - | - | - | - | - | - | - |
| outcome ~ normal | 0.000 | −0.001 | 0.000 | −0.001 | 0.000 | −0.001 | 0.000 | −0.001 |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| outcome ~ poisson | 0.000 | −0.002* | 0.000 | −0.002* | 0.000 | −0.002* | 0.000 | −0.002* |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| outcome ~ probit | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| Num.Obs. | 38267 | 38271 | 38267 | 38271 | 38267 | 38271 | 38267 | 38271 |
| R2 | 0.842 | 0.059 | 0.843 | 0.059 | 0.842 | 0.059 | 0.843 | 0.060 |
| R2 Adj. | 0.842 | 0.059 | 0.843 | 0.059 | 0.842 | 0.059 | 0.843 | 0.060 |
| AIC | −94405.3 | −97367.0 | −94557.4 | −97389.3 | −94408.1 | −97391.8 | −94560.2 | −97414.2 |
| BIC | −94311.2 | −97272.9 | −94446.2 | −97278.1 | −94305.5 | −97289.2 | −94440.5 | −97294.5 |
| Log.Lik. | 47213.640 | 48694.477 | 47291.691 | 48707.661 | 47216.058 | 48707.901 | 47294.114 | 48721.098 |
| RMSE | 0.07 | 0.07 | 0.07 | 0.07 | 0.07 | 0.07 | 0.07 | 0.07 |
| Main Effects | 2nd Order Effects | Interaction Effects | Both Effects | |||||
|---|---|---|---|---|---|---|---|---|
| Heckit | Copula | Heckit | Copula | Heckit | Copula | Heckit | Copula | |
| + p < 0.1, * p < 0.05, ** p < 0.01, *** p < 0.001 | ||||||||
| (Intercept) | 0.053*** | 0.088*** | 0.052*** | 0.086*** | 0.053*** | 0.088*** | 0.052*** | 0.086*** |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| dependence | 0.001* | −0.001 | −0.010*** | −0.009** | 0.001* | −0.001 | −0.010*** | −0.009** |
| (0.001) | (0.001) | (0.003) | (0.003) | (0.001) | (0.001) | (0.003) | (0.003) | |
| dependence^2 | 0.015*** | 0.011** | 0.015*** | 0.011** | ||||
| (0.003) | (0.004) | (0.003) | (0.004) | |||||
| selectivity | −0.001*** | −0.001*** | −0.001*** | −0.001*** | −0.001*** | −0.002** | −0.001*** | −0.002** |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.000) | (0.001) | (0.000) | (0.001) | |
| selectivity^2 | 0.003*** | 0.003*** | 0.003*** | 0.003*** | ||||
| (0.000) | (0.001) | (0.000) | (0.001) | |||||
| dependence*selectivity | 0.001 | 0.001 | 0.001 | 0.001 | ||||
| (0.001) | (0.001) | (0.001) | (0.001) | |||||
| X1 ~ normal | - | - | - | - | - | - | - | - |
| X1 ~ uniform | −0.005*** | −0.006*** | −0.005*** | −0.006*** | −0.005*** | −0.006*** | −0.005*** | −0.006*** |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| X1 ~ poisson | −0.003*** | −0.004*** | −0.003*** | −0.004*** | −0.003*** | −0.004*** | −0.003*** | −0.004*** |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| X1 ~ normal mixture | 0.004*** | 0.006*** | 0.004*** | 0.006*** | 0.004*** | 0.006*** | 0.004*** | 0.006*** |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| selection ~ logit | - | - | - | - | - | - | - | - |
| selection ~ probit | 0.007*** | −0.027*** | 0.007*** | −0.027*** | 0.007*** | −0.027*** | 0.007*** | −0.027*** |
| (0.000) | (0.001) | (0.000) | (0.001) | (0.000) | (0.001) | (0.000) | (0.001) | |
| outcome ~ logit | - | - | - | - | - | - | - | - |
| outcome ~ normal | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| outcome ~ poisson | 0.000 | −0.002* | 0.000 | −0.002* | 0.000 | −0.002* | 0.000 | −0.002* |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| outcome ~ probit | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| Num.Obs. | 38300 | 38296 | 38300 | 38296 | 38300 | 38296 | 38300 | 38296 |
| R2 | 0.015 | 0.063 | 0.016 | 0.064 | 0.015 | 0.063 | 0.016 | 0.064 |
| R2 Adj. | 0.014 | 0.063 | 0.016 | 0.064 | 0.014 | 0.063 | 0.016 | 0.064 |
| AIC | −134146.7 | −113532.8 | −134214.4 | −113568.3 | −134145.9 | −113531.4 | −134213.5 | −113566.9 |
| BIC | −134052.7 | −113438.7 | −134103.2 | −113457.1 | −134043.3 | −113428.7 | −134093.8 | −113447.1 |
| Log.Lik. | 67084.375 | 56777.401 | 67120.203 | 56797.133 | 67084.946 | 56777.694 | 67120.774 | 56797.426 |
| RMSE | 0.04 | 0.05 | 0.04 | 0.05 | 0.04 | 0.05 | 0.04 | 0.05 |
| Main Effects | 2nd Order Effects | Interaction Effects | Both Effects | |||||
|---|---|---|---|---|---|---|---|---|
| Heckit | Copula | Heckit | Copula | Heckit | Copula | Heckit | Copula | |
| + p < 0.1, * p < 0.05, ** p < 0.01, *** p < 0.001 | ||||||||
| (Intercept) | 0.403*** | 0.106*** | 0.397*** | 0.102*** | 0.403*** | 0.106*** | 0.397*** | 0.102*** |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| dependence | 0.001 | −0.005*** | −0.002 | 0.010* | 0.001 | −0.005*** | −0.002 | 0.010* |
| (0.001) | (0.001) | (0.005) | (0.004) | (0.001) | (0.001) | (0.005) | (0.004) | |
| dependence^2 | 0.003 | −0.018*** | 0.003 | −0.018*** | ||||
| (0.006) | (0.005) | (0.006) | (0.005) | |||||
| selectivity | −0.003*** | 0.000 | −0.003*** | 0.000 | −0.003*** | 0.001 | −0.003*** | 0.001 |
| (0.000) | (0.000) | (0.000) | (0.000) | (0.001) | (0.001) | (0.001) | (0.001) | |
| selectivity^2 | 0.009*** | 0.005*** | 0.009*** | 0.005*** | ||||
| (0.001) | (0.001) | (0.001) | (0.001) | |||||
| dependence*selectivity | 0.000 | −0.003+ | 0.000 | −0.003+ | ||||
| (0.002) | (0.001) | (0.002) | (0.001) | |||||
| X1 ~ normal | - | - | - | - | - | - | - | - |
| X1 ~ uniform | −0.010*** | −0.005*** | −0.010*** | −0.005*** | −0.010*** | −0.005*** | −0.010*** | −0.005*** |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| X1 ~ poisson | −0.004*** | −0.002+ | −0.004*** | −0.002+ | −0.004*** | −0.002+ | −0.004*** | −0.002+ |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| X1 ~ normal mixture | 0.010*** | 0.004*** | 0.010*** | 0.004*** | 0.010*** | 0.004*** | 0.010*** | 0.004*** |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| selection ~ logit | - | - | - | - | - | - | - | - |
| selection ~ probit | −0.315*** | −0.021*** | −0.315*** | −0.021*** | −0.315*** | −0.021*** | −0.315*** | −0.021*** |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| outcome ~ logit | - | - | - | - | - | - | - | - |
| outcome ~ normal | 0.000 | −0.002 | 0.000 | −0.002 | 0.000 | −0.002 | 0.000 | −0.002 |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| outcome ~ poisson | 0.000 | −0.003** | 0.000 | −0.003** | 0.000 | −0.003** | 0.000 | −0.003** |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| outcome ~ probit | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | (0.001) | |
| Num.Obs. | 38287 | 38277 | 38287 | 38277 | 38287 | 38277 | 38287 | 38277 |
| R2 | 0.818 | 0.025 | 0.819 | 0.026 | 0.818 | 0.025 | 0.819 | 0.026 |
| R2 Adj. | 0.818 | 0.025 | 0.819 | 0.026 | 0.818 | 0.025 | 0.819 | 0.026 |
| AIC | −90246.9 | −93460.1 | −90359.2 | −93508.3 | −90244.9 | −93461.2 | −90357.2 | −93509.4 |
| BIC | −90152.8 | −93366.0 | −90248.0 | −93397.1 | −90142.2 | −93358.6 | −90237.4 | −93389.7 |
| Log.Lik. | 45134.428 | 46741.035 | 45192.579 | 46767.129 | 45134.437 | 46742.610 | 45192.588 | 46768.700 |
| RMSE | 0.07 | 0.07 | 0.07 | 0.07 | 0.07 | 0.07 | 0.07 | 0.07 |
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 58.62 | 1 | 213.02 | 0.00 |
| dependence | 174.89 | 1 | 635.55 | 0.00 |
| selectivity | 4.08 | 1 | 14.82 | 0.00 |
| x_dist | 20.75 | 3 | 25.13 | 0.00 |
| dependence:selectivity | 25.53 | 1 | 92.78 | 0.00 |
| dependence:x_dist | 14.69 | 3 | 17.79 | 0.00 |
| selectivity:x_dist | 2.41 | 3 | 2.92 | 0.03 |
| dependence:selectivity:x_dist | 0.24 | 3 | 0.30 | 0.83 |
| Residuals | 3923.63 | 14258 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 12.63 | 1 | 431.10 | 0.00 |
| dependence | 13.90 | 1 | 474.47 | 0.00 |
| selectivity | 1.16 | 1 | 39.76 | 0.00 |
| x_dist | 1.95 | 3 | 22.22 | 0.00 |
| dependence:selectivity | 1.29 | 1 | 44.08 | 0.00 |
| dependence:x_dist | 1.31 | 3 | 14.95 | 0.00 |
| selectivity:x_dist | 0.03 | 3 | 0.35 | 0.79 |
| dependence:selectivity:x_dist | 0.09 | 3 | 0.98 | 0.40 |
| Residuals | 421.44 | 14384 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 2.83 | 1 | 774.33 | 0 |
| dependence | 3.03 | 1 | 829.15 | 0 |
| selectivity | 0.19 | 1 | 52.39 | 0 |
| x_dist | 0.88 | 3 | 80.25 | 0 |
| dependence:selectivity | 0.27 | 1 | 74.38 | 0 |
| dependence:x_dist | 0.97 | 3 | 88.07 | 0 |
| selectivity:x_dist | 0.12 | 3 | 10.83 | 0 |
| dependence:selectivity:x_dist | 0.13 | 3 | 12.15 | 0 |
| Residuals | 52.61 | 14384 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 47.15 | 1 | 299.85 | 0.00 |
| dependence | 91.32 | 1 | 580.81 | 0.00 |
| selectivity | 4.66 | 1 | 29.67 | 0.00 |
| x_dist | 8.17 | 3 | 17.32 | 0.00 |
| dependence:selectivity | 11.01 | 1 | 70.03 | 0.00 |
| dependence:x_dist | 10.60 | 3 | 22.48 | 0.00 |
| selectivity:x_dist | 1.73 | 3 | 3.67 | 0.01 |
| dependence:selectivity:x_dist | 0.42 | 3 | 0.90 | 0.44 |
| Residuals | 2242.14 | 14260 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 51.90 | 1 | 275.86 | 0.00 |
| dependence | 89.80 | 1 | 477.35 | 0.00 |
| selectivity | 4.97 | 1 | 26.42 | 0.00 |
| x_dist | 19.73 | 3 | 34.96 | 0.00 |
| dependence:selectivity | 23.38 | 1 | 124.28 | 0.00 |
| dependence:x_dist | 12.12 | 3 | 21.47 | 0.00 |
| selectivity:x_dist | 3.30 | 3 | 5.85 | 0.00 |
| dependence:selectivity:x_dist | 0.08 | 3 | 0.15 | 0.93 |
| Residuals | 2691.60 | 14307 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 8.79 | 1 | 381.22 | 0.00 |
| dependence | 9.86 | 1 | 427.66 | 0.00 |
| selectivity | 1.03 | 1 | 44.66 | 0.00 |
| x_dist | 1.84 | 3 | 26.65 | 0.00 |
| dependence:selectivity | 1.61 | 1 | 69.98 | 0.00 |
| dependence:x_dist | 1.42 | 3 | 20.57 | 0.00 |
| selectivity:x_dist | 0.10 | 3 | 1.46 | 0.22 |
| dependence:selectivity:x_dist | 0.33 | 3 | 4.80 | 0.00 |
| Residuals | 331.54 | 14384 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 2.06 | 1 | 790.24 | 0 |
| dependence | 1.86 | 1 | 712.91 | 0 |
| selectivity | 0.14 | 1 | 55.04 | 0 |
| x_dist | 0.65 | 3 | 82.83 | 0 |
| dependence:selectivity | 0.30 | 1 | 114.90 | 0 |
| dependence:x_dist | 0.90 | 3 | 115.54 | 0 |
| selectivity:x_dist | 0.13 | 3 | 16.96 | 0 |
| dependence:selectivity:x_dist | 0.20 | 3 | 25.83 | 0 |
| Residuals | 37.54 | 14384 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 43.29 | 1 | 588.88 | 0.00 |
| dependence | 15.27 | 1 | 207.66 | 0.00 |
| selectivity | 1.18 | 1 | 16.04 | 0.00 |
| x_dist | 3.90 | 3 | 17.67 | 0.00 |
| dependence:selectivity | 3.03 | 1 | 41.29 | 0.00 |
| dependence:x_dist | 1.99 | 3 | 9.01 | 0.00 |
| selectivity:x_dist | 0.33 | 3 | 1.51 | 0.21 |
| dependence:selectivity:x_dist | 0.54 | 3 | 2.44 | 0.06 |
| Residuals | 1052.07 | 14312 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 5.18 | 1 | 1235.87 | 0.00 |
| dependence | 1.02 | 1 | 244.33 | 0.00 |
| selectivity | 0.15 | 1 | 36.32 | 0.00 |
| x_dist | 2.68 | 3 | 213.04 | 0.00 |
| dependence:selectivity | 0.02 | 1 | 3.85 | 0.05 |
| dependence:x_dist | 0.01 | 3 | 1.18 | 0.32 |
| selectivity:x_dist | 0.14 | 3 | 11.33 | 0.00 |
| dependence:selectivity:x_dist | 0.01 | 3 | 0.56 | 0.64 |
| Residuals | 60.34 | 14384 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 0.57 | 1 | 677.56 | 0 |
| dependence | 0.49 | 1 | 587.57 | 0 |
| selectivity | 0.02 | 1 | 25.51 | 0 |
| x_dist | 1.48 | 3 | 589.02 | 0 |
| dependence:selectivity | 0.04 | 1 | 42.00 | 0 |
| dependence:x_dist | 0.61 | 3 | 243.77 | 0 |
| selectivity:x_dist | 0.04 | 3 | 14.91 | 0 |
| dependence:selectivity:x_dist | 0.08 | 3 | 31.43 | 0 |
| Residuals | 12.07 | 14384 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 19.87 | 1 | 284.90 | 0.00 |
| dependence | 10.34 | 1 | 148.28 | 0.00 |
| selectivity | 0.19 | 1 | 2.66 | 0.10 |
| x_dist | 4.54 | 3 | 21.70 | 0.00 |
| dependence:selectivity | 3.34 | 1 | 47.89 | 0.00 |
| dependence:x_dist | 1.60 | 3 | 7.67 | 0.00 |
| selectivity:x_dist | 1.06 | 3 | 5.06 | 0.00 |
| dependence:selectivity:x_dist | 0.27 | 3 | 1.30 | 0.27 |
| Residuals | 993.22 | 14241 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 50.17 | 1 | 786.94 | 0.00 |
| dependence | 9.35 | 1 | 146.66 | 0.00 |
| selectivity | 2.68 | 1 | 42.00 | 0.00 |
| x_dist | 3.69 | 3 | 19.28 | 0.00 |
| dependence:selectivity | 2.32 | 1 | 36.45 | 0.00 |
| dependence:x_dist | 0.79 | 3 | 4.12 | 0.01 |
| selectivity:x_dist | 0.26 | 3 | 1.34 | 0.26 |
| dependence:selectivity:x_dist | 0.47 | 3 | 2.45 | 0.06 |
| Residuals | 911.69 | 14301 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 5.21 | 1 | 1132.52 | 0.00 |
| dependence | 1.30 | 1 | 282.27 | 0.00 |
| selectivity | 0.14 | 1 | 30.85 | 0.00 |
| x_dist | 3.04 | 3 | 220.41 | 0.00 |
| dependence:selectivity | 0.08 | 1 | 18.09 | 0.00 |
| dependence:x_dist | 0.08 | 3 | 6.15 | 0.00 |
| selectivity:x_dist | 0.25 | 3 | 18.24 | 0.00 |
| dependence:selectivity:x_dist | 0.02 | 3 | 1.52 | 0.21 |
| Residuals | 66.23 | 14384 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 0.51 | 1 | 618.29 | 0 |
| dependence | 0.30 | 1 | 359.31 | 0 |
| selectivity | 0.02 | 1 | 24.22 | 0 |
| x_dist | 1.67 | 3 | 672.46 | 0 |
| dependence:selectivity | 0.03 | 1 | 38.86 | 0 |
| dependence:x_dist | 0.48 | 3 | 193.80 | 0 |
| selectivity:x_dist | 0.09 | 3 | 35.45 | 0 |
| dependence:selectivity:x_dist | 0.07 | 3 | 27.44 | 0 |
| Residuals | 11.89 | 14384 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 27.40 | 1 | 456.02 | 0.00 |
| dependence | 30.96 | 1 | 515.43 | 0.00 |
| selectivity | 0.79 | 1 | 13.08 | 0.00 |
| x_dist | 2.25 | 3 | 12.47 | 0.00 |
| dependence:selectivity | 2.80 | 1 | 46.67 | 0.00 |
| dependence:x_dist | 5.31 | 3 | 29.48 | 0.00 |
| selectivity:x_dist | 0.35 | 3 | 1.92 | 0.12 |
| dependence:selectivity:x_dist | 0.18 | 3 | 1.02 | 0.38 |
| Residuals | 857.93 | 14281 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 3.89 | 1 | 2549.61 | 0.00 |
| dependence | 0.01 | 1 | 3.40 | 0.07 |
| selectivity | 0.07 | 1 | 43.74 | 0.00 |
| x_dist | 0.04 | 3 | 8.44 | 0.00 |
| dependence:selectivity | 0.00 | 1 | 2.44 | 0.12 |
| dependence:x_dist | 0.01 | 3 | 1.44 | 0.23 |
| selectivity:x_dist | 0.01 | 3 | 2.31 | 0.07 |
| dependence:selectivity:x_dist | 0.01 | 3 | 2.58 | 0.05 |
| Residuals | 21.93 | 14384 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 0.39 | 1 | 1291.62 | 0 |
| dependence | 0.24 | 1 | 773.08 | 0 |
| selectivity | 0.00 | 1 | 14.72 | 0 |
| x_dist | 0.22 | 3 | 237.07 | 0 |
| dependence:selectivity | 0.04 | 1 | 125.33 | 0 |
| dependence:x_dist | 0.21 | 3 | 230.99 | 0 |
| selectivity:x_dist | 0.02 | 3 | 18.84 | 0 |
| dependence:selectivity:x_dist | 0.03 | 3 | 32.09 | 0 |
| Residuals | 4.39 | 14384 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 15.53 | 1 | 282.91 | 0.00 |
| dependence | 24.60 | 1 | 447.99 | 0.00 |
| selectivity | 0.38 | 1 | 6.89 | 0.01 |
| x_dist | 3.47 | 3 | 21.06 | 0.00 |
| dependence:selectivity | 3.10 | 1 | 56.53 | 0.00 |
| dependence:x_dist | 1.31 | 3 | 7.94 | 0.00 |
| selectivity:x_dist | 0.83 | 3 | 5.06 | 0.00 |
| dependence:selectivity:x_dist | 0.24 | 3 | 1.46 | 0.22 |
| Residuals | 782.15 | 14244 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 38.15 | 1 | 768.67 | 0.00 |
| dependence | 10.71 | 1 | 215.88 | 0.00 |
| selectivity | 2.06 | 1 | 41.58 | 0.00 |
| x_dist | 2.46 | 3 | 16.50 | 0.00 |
| dependence:selectivity | 2.07 | 1 | 41.76 | 0.00 |
| dependence:x_dist | 2.03 | 3 | 13.65 | 0.00 |
| selectivity:x_dist | 0.70 | 3 | 4.70 | 0.00 |
| dependence:selectivity:x_dist | 0.26 | 3 | 1.72 | 0.16 |
| Residuals | 708.79 | 14282 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 4.11 | 1 | 2444.20 | 0.00 |
| dependence | 0.00 | 1 | 0.00 | 0.97 |
| selectivity | 0.21 | 1 | 123.07 | 0.00 |
| x_dist | 0.03 | 3 | 5.07 | 0.00 |
| dependence:selectivity | 0.00 | 1 | 0.30 | 0.59 |
| dependence:x_dist | 0.00 | 3 | 0.80 | 0.49 |
| selectivity:x_dist | 0.01 | 3 | 2.92 | 0.03 |
| dependence:selectivity:x_dist | 0.00 | 3 | 0.52 | 0.67 |
| Residuals | 24.19 | 14384 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.
| Sum Sq | Df | F value | Pr(>F) | |
|---|---|---|---|---|
| (Intercept) | 0.38 | 1 | 1488.05 | 0.00 |
| dependence | 0.10 | 1 | 401.58 | 0.00 |
| selectivity | 0.00 | 1 | 5.71 | 0.02 |
| x_dist | 0.20 | 3 | 254.77 | 0.00 |
| dependence:selectivity | 0.04 | 1 | 149.69 | 0.00 |
| dependence:x_dist | 0.13 | 3 | 163.08 | 0.00 |
| selectivity:x_dist | 0.01 | 3 | 18.31 | 0.00 |
| dependence:selectivity:x_dist | 0.04 | 3 | 58.41 | 0.00 |
| Residuals | 3.69 | 14384 | NA | NA |
The ANOVA suggests that:
Effect sizes were labelled following Field’s (2013) recommendations.